• Title/Summary/Keyword: GPT2

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Research on Training and Implementation of Deep Learning Models for Web Page Analysis (웹페이지 분석을 위한 딥러닝 모델 학습과 구현에 관한 연구)

  • Jung Hwan Kim;Jae Won Cho;Jin San Kim;Han Jin Lee
    • The Journal of the Convergence on Culture Technology
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    • v.10 no.2
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    • pp.517-524
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    • 2024
  • This study aims to train and implement a deep learning model for the fusion of website creation and artificial intelligence, in the era known as the AI revolution following the launch of the ChatGPT service. The deep learning model was trained using 3,000 collected web page images, processed based on a system of component and layout classification. This process was divided into three stages. First, prior research on AI models was reviewed to select the most appropriate algorithm for the model we intended to implement. Second, suitable web page and paragraph images were collected, categorized, and processed. Third, the deep learning model was trained, and a serving interface was integrated to verify the actual outcomes of the model. This implemented model will be used to detect multiple paragraphs on a web page, analyzing the number of lines, elements, and features in each paragraph, and deriving meaningful data based on the classification system. This process is expected to evolve, enabling more precise analysis of web pages. Furthermore, it is anticipated that the development of precise analysis techniques will lay the groundwork for research into AI's capability to automatically generate perfect web pages.

Factors Influencing Seniors' Behavioral Intention of Generative AI Services (시니어의 생성형AI 서비스 이용의도에 영향을 미치는 요인)

  • Sung, Myoung-cheol;Dong, Hak-rim
    • Journal of Venture Innovation
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    • v.7 no.2
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    • pp.41-56
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    • 2024
  • Recently, generative AI services, including ChatGPT, have garnered significant attention. These services appealed not only to digital natives, such as Generation Z, but also to digital immigrants, including seniors. This study aimed to analyze the factors affecting seniors' behavioral intention of generative AI services. A survey targeting seniors was conducted, resulting in 250 valid responses. The data were analyzed using multiple regression analysis. For this purpose, performance expectancy, effort expectancy, social influence, requisite knowledge, biophysical aging restrictions of seniors based on MATOA (Model for the Adoption of Technology by Older Adults), a research model on technology acceptance by seniors and AI hallucinations of generative AI services were set as independent variables. The empirical results were as follows: performance expectancy and social influence had a significant positive impact on seniors' behavioral intention of generative AI services. Additionally, requisite knowledge positively influenced seniors' behavioral intention of generative AI services, while biophysical aging restrictions had a significant negative effect. However, effort expectancy and AI hallucinations did not show a significant influence on seniors' behavioral intention of generative AI services. The variables were ranked by influence as follows: performance expectancy, social influence, requisite knowledge, and biophysical aging restrictions. Based on these research results, academic and practical implications were presented.

Agricultural Applicability of AI based Image Generation (AI 기반 이미지 생성 기술의 농업 적용 가능성)

  • Seungri Yoon;Yeyeong Lee;Eunkyu Jung;Tae In Ahn
    • Journal of Bio-Environment Control
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    • v.33 no.2
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    • pp.120-128
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    • 2024
  • Since ChatGPT was released in 2022, the generative artificial intelligence (AI) industry has seen massive growth and is expected to bring significant innovations to cognitive tasks. AI-based image generation, in particular, is leading major changes in the digital world. This study investigates the technical foundations of Midjourney, Stable Diffusion, and Firefly-three notable AI image generation tools-and compares their effectiveness by examining the images they produce. The results show that these AI tools can generate realistic images of tomatoes, strawberries, paprikas, and cucumbers, typical crops grown in greenhouse. Especially, Firefly stood out for its ability to produce very realistic images of greenhouse-grown crops. However, all tools struggled to fully capture the environmental context of greenhouses where these crops grow. The process of refining prompts and using reference images has proven effective in accurately generating images of strawberry fruits and their cultivation systems. In the case of generating cucumber images, the AI tools produced images very close to real ones, with no significant differences found in their evaluation scores. This study demonstrates how AI-based image generation technology can be applied in agriculture, suggesting a bright future for its use in this field.

A Study on the Anti-oxidative Effect of Electroacupuncture at Yangreungcheon(GB34) in rats (양릉천 전침의 항산화 효과에 대한 실험적 연구)

  • Choi, Joon-Soo;Lee, Hyun;Yim, Yun-Kyoung
    • Korean Journal of Acupuncture
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    • v.25 no.2
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    • pp.143-158
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    • 2008
  • Objectives : The purpose of this study is to observe the anti-oxidative effects of electroacupuncture at GB34(Yangreungcheon) in rats. Methods : The authors performed several experimental items including measurements of body weight, relative liver weight, levels of albumin, total bilirubin, LDL-cholesterol, LDH, GOT and GPT in blood serum, levels of SOD, glutathione, catalase, NO and MDA in liver, and histological analysis of liver. The conclusions are as follows. Results : 1. In the GB34-EA group, liver index was lower than those of the control group and the holder group. 2. In the GB34-EA group, the levels of albumin and total bilirubin in serum were increased significantly compared to those of the control and the holder group. LDL-cholesterol level was decreased significantly compared to those of the control group and the holder group. 3. In the GB34-EA group, liver SOD, glutathione, catalase activity were increased, and NO concentration in liver was decreased significantly compared to those of control and the holder group. 4. In the GB34-EA group, the density of liver tissue was more similarly maintained to that of the normal group compared to those of the control group, holder group and sham-EA group. Conclusions : These results suggest that electroacupuncture at GB34 may have an antioxidant effect in rat.

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The Safety and Efficacy of Herbal Medicine for 107 Psoriasis Patients: A Retrospective Chart Review (한약으로 치료 받은 건선 환자 107명의 안전성 및 유효성에 대한 고찰)

  • Lee, Byung-Chul;Choi, Eun-Ji
    • The Journal of Korean Medicine
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    • v.37 no.1
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    • pp.34-40
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    • 2016
  • Objectives: To observe safety and efficacy of herbal medicine for psoriasis patients. Methods: We did retrospective chart review for 107 psoriasis patients who had been treated by herbal medicine for 2 months, and we analyzed the liver function test (LFT) results and Psoriasis Area and Severity Index (PASI) scores of before and after the treatment. Results: The mean LFT and the number of patients with abnormal LFT decreased after the treatments. More than 95% of patients with normal LFT maintained normal results at after the treatment, and only 2.1% and 4.6% patients with normal LFT showed abnormal Glutamic Oxaloacetic Transaminase (GOT) and Glutamic Pyruvic Transaminase (GPT) results at after the treatment. Also, both mean PASI scores for all patients and patients with abnormal LFT before the treatment decreased significantly. Conclusions: This study suggest that herbal medicine may be safe and effective treatment for psoriasis.

A Study on Toxicity Evaluation of Combustion Gases Released from the Residental Container Fire - Efficiency Test for the Fire Gas Mask Filters (주거용 컨테이너 화재시 발생되는 연소가스의 독성 평가에 관한 연구 - 화재용 방독면 filter의 성능평가를 중심으로)

  • Lee Jung Yun;Kim Jeong Hun;Kim Youn-Hi;Jung Ki Chang
    • Journal of the Korean Society of Safety
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    • v.19 no.4 s.68
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    • pp.48-54
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    • 2004
  • The recent Ire incident in an elementary school of Chonan city causes the media focus on the fire safety of residential container buildings. In this study, real fire tests were conducted in this kind of buildings. Combustion products including $O_2,\; CO_2,\;CO,\;NOx,\;SOx,\;HCI,\;HCN$ were measured, and blood samples of lab rats were analyzed in terms of Co-Hb, Glucose, AST(GOT), ALT(GPT), in order to investigate the hazard-reduction effects of employing gas mask protected with filter during the fire emergency of residential container buildings. According to the test results, whether or not employing the filter showed a sheer difference in the toxicity of the fire-induced gases, and then the importance of wearing a gas mask was evidently demonstrated.

Effect of Fruiting Body of Cordyceps Militaris on Growth, Lipid and Protein Metabolism, and Enzyme Activities in Male Rats (동충하초 자실체가 흰쥐가 성장률, 지질과 단백질 대사 및 효소활성에 미치는 영향)

  • 고진복
    • Journal of Nutrition and Health
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    • v.34 no.7
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    • pp.741-747
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    • 2001
  • The effects of fruiting body of Cordyceps militaris on the growth, the food intake, the food efficiency ratio, the lipid metabolism, the serum protein level ad enzyme activity in male rats were studied. Sprague-Dawley rats were fed four types of diets for five weeks, respectiely: a control diet, a control diet supplemented with 2%, 3% or 4% fruiting body of Cordyceps militaris(CF) powder. In rats fed 2% or 3% CF diets the body weight gain, the food intake, the concentratons of hepatic triglyceride and serum LDL-cholesterol, the atherogenic index, and the total lipid, total cholesterol, triglyceride and phospholipid in serum were similar to those in rats fed the control diet. Whereas, in 4% CF diet these were significantly decrased. But the all CF diets feeding could not decrease the food efficiency ratio, the weights of liver, pancreas, spleen, kidney and heart, and the concentration of serum HDL-cholesterol. Also, it was shown that the concentrations of glucose, total protein, albumin, urea and creatinine, and the GOT, GPT, LDH, ${\gamma}$-GTP and ALP activities were the same levels in serum of rats of fed all the experimental diets.

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The Characteristics of Sasang Constitution from the Result of Regular Medical Inspection (한방건강검진 결과에 따른 체질별 특성연구)

  • Kang, Jun-Ho;Kim, Eu-Gene;Cha, Yun-Yeop
    • Journal of Korean Medicine Rehabilitation
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    • v.19 no.3
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    • pp.91-100
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    • 2009
  • Objectives : The purpose of this study was to find the characteristics of Sasang Constitution, Soeumin, Soyangin and Taeumin, Using Regular Medical Inspection. Methods : Subjects of our study were 325 cases who took regular medical inspection. We collected the data of body composition analysis, 7-zone-diagnostic system, blood analysis, and analyzed by Sasang Constitution, Soeumin, Soyangin and Taeumin. Results and Conclusions : 1. In body composition analysis, Taeumin was significantly higher than Soeumin and Soyangin about soft lean mass, body fat mass, waist-hip ratio, body water index, body mass index and basal metabolic rate. In blood analysis, Taeumin was significantly highest about total protein, albumin, GPT, hemoglobin, WBC, triglyceride. In 7-zone-diagnostic system, Taeumin had the highest level at Zone 1, 2. 2. Taeumin had more significant differences than other Sasang constitutions about the parameters of regular medical inspection. 3. Body composition analysis had the most parameters that showed differences among the constitutions, followed by blood analysis and 7-zone-diagnostic system.

An experimental research of the effect of Gamichunggantang (가미청간탕(加味淸肝湯)의 효능(效能)에 관(關)한 실험적(實驗的) 연구(硏究))

  • Hong, Sang-Hun;Lee, Jang-Hun;Woo, Hong-Jung;Kim, Byung-Woon
    • The Journal of Korean Medicine
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    • v.15 no.2 s.28
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    • pp.156-172
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    • 1994
  • This study was performed to evaluate the effect of the Gamichunggantang on recovering from liver injury induced by d-galactosamine and ${\alpha}$-naphthylisothiocyanate. and following results were obtained. 1. The increases of the serum GOT. GPT activities in mice induced by d-galactosamine and ${\alpha}$-naphthylisothiocyanate were inhibited significantly by the administration of the Gamichunggantang. 2. The increases of the total cholesterol. triglyceride and blood urea nitrogen levels in mice induced by d-galactosamine and ${\alpha}$-naphthylisothiocyanate were significantly inhibited by the administration of the Gamichunggantang. 3. The increase of the ALP activity in mice following liver injury induced by d-galactosamine and ${\alpha}$-naphthylisothiocyanate were inhibited to an extend. but it was not significant. 4. It is considered that the efficacy of the Gamichunggantang on liver cell injury depends on its concentration rate.

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Effect of Perilla Oil on the Fatty Acid Composition, ACAT and HMG-CoA Reductase in Microsomes, or Cholesterol and Protein in Serum of Rabbits (들깨기름이 토끼의 혈청단백질, Cholesterol 과 간장속의 ACAT, HMG-CoA reductase 및 지방산 조성에 미치는 영향)

  • Nam, Hyun-Keun
    • Journal of the Korean Society of Food Culture
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    • v.4 no.2
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    • pp.185-189
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    • 1989
  • Effect of perilla oil on the fatty acid composition, ACAT and HMG-CoA reductase in the liver microsomes, or cholesterol and protein in serum of rabbit were examined. 1. The content of total protein in serum was almost same amount of both groups, but ${\alpha_1}-globulin$ and r-globuline were incresed or ${\beta}-globulin$ was decresed compared with control. 2. The content of high density lipoprotein incresed, and the content of low density lipoprotein decresed in lipoprotein. 3. Total cholesterol and triglyceride were decresed, and the content of phospholipid was incresed. 4. Perilla oil did not effect for changing blood glucose and $Na^+,\;K^+$ electrolytes. 5. Perilla oil did not effect for changing serum GOT and GPT in rabbit. 6. The activity of ACAT decresed and the activity of HMG-CoA reductase incresed. The activity of ACAT and HMG-CoA reductase in liver microsomes were reciprocal. 7. There were arachidonic acid 20:4, eicosapentaenoic acid 20:5, and docosahexaenoic acid 22:6 in the liver microsomes of rabbits. These highly polyunsaturated fatty acids were convented from linolenic acid 18:3 n-3.

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